| 週次 |
授課內容 |
| 第1週 |
Introduction to Statistics and Data Science;
Basic concept in statistics and probability |
| 第2週 |
Exploratory data analysis, Bayes theorem |
| 第3週 |
Random variables and distributions |
| 第4週 |
Parametric models (parametric distributions): Normal, Poisson, Bernoulli, etc. |
| 第5週 |
The concept of statistic (統計量) and statistical inference; sampling distribution |
| 第6週 |
Point estimation and confidence intervals |
| 第7週 |
校慶及運動會補假:4/1-4/3 |
| 第8週 |
The concept of hypothesis testing, type I error and type II error, statistical power |
| 第9週 |
One sample t-test, two-sample t-test, |
| 第10週 |
sample size determination, paired t test |
| 第11週 |
期中考(4/29); Analysis of variance (ANOVA): one-way layout, sum-of-squares and F test |
| 第12週 |
Analysis of variance (ANOVA): one-way layout and two-way layout |
| 第13週 |
Sum-of-squares and Linear regression |
| 第14週 |
Goodness of fit problem; Contingency table analysis, chi-square tests |
| 第15週 |
Nonparametric tests (Mann-Whitney and Wilcoxon test) |
| 第16週 |
Logistic regression and statistical learning
期末考 |
| 第17週 |
自主學習週。(教學影片:Bootstrapping and random forest methods) |
| 第18週 |
自主學習週 (教學影片:ROC curve analysis and medical decision making) |